The UWS Restaurants with the Most and Least Attractive Diners, According to a Silly New App

attractive people dining

A stock image of attractive people dining at a restaurant, probably smiling because they’re so attractive.

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A 22-year-old programmer with a lot of intelligence who probably needs a better way to apply it has created an app which rates restaurants on the attractiveness of its customers. Riley Walz of San Francisco launched looksmapping.com in NYC, LA and SF–by scraping millions of Google reviews and giving “each reviewer’s profile picture to an AI model that rates how hot they are out of 10.”

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Walz appears to be in on the joke. “It’s making fun of A.I.,” he told the New York Times. Another programmer told the publication that “racial biases in artificial intelligence are baked into the programming like original sin,” the Times wrote.

“The model is certainly biased,” the website’s home page states. “It’s certainly flawed. But we judge places by the people who go there. We always have. And are we not also flawed? This website just puts reductive numbers on the superficial calculations we make every day. A mirror held up to our collective vanity.”

The Upper West Side restaurants with the most attractive diners, based on this very flawed model, appear to be concentrated in the lower West 100s: Eli’s Wine Bar at 1012 Amsterdam Avenue (9.8), Mala Town at 929 Amsterdam Avenue (10), The Tang at 929 Amsterdam Avenue (9.1), and Holy Cow Burgers at 23 West 100th Street (10).

On the flip side, here are some of the lowest scores:

  • Emerald Inn at 250 West 72nd Street (1.3)
  • Santa Fe at 73 West 71st Street (1.9)
  • King Food Chen at 489 Amsterdam Avenue (1.9)
  • Telio Taverna at 520 Columbus Avenue (1.7)
  • The Shell Seafood Kitchen & Bar at 635 Amsterdam Avenue (1.7)
  • Trattoria iL Gusto Wine Bar at 625 Columbus Avenue (1.6)

Whether you see it as satire, social commentary, or just a data-driven gimmick, Looks Mapping reflects the uneasy intersection of AI, vanity, and the way we assess each other—and the places we go. While the rankings may be flawed, biased, and arguably absurd, they’ve certainly succeeded in getting people to look.

Here are the Upper East Side’s winners and losers.

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